{
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   "source": [
    "import cmocean.cm as cm\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import xarray as xr\n",
    "from netCDF4 import Dataset\n",
    "from sklearn.decomposition import PCA\n",
    "import pandas as pd\n",
    "\n",
    "from salishsea_tools import viz_tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7da68a15-c49d-462b-ac10-e0b2d195b799",
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:   (time: 366, depth: 1, gridY: 898, gridX: 398)\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 2021-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * depth     (depth) float32 76.59\n",
       "  * gridY     (gridY) int64 0 1 2 3 4 5 6 7 ... 890 891 892 893 894 895 896 897\n",
       "  * gridX     (gridX) int64 0 1 2 3 4 5 6 7 ... 390 391 392 393 394 395 396 397\n",
       "Data variables:\n",
       "    vosaline  (time, depth, gridY, gridX) float32 nan nan nan ... nan nan nan\n",
       "Attributes:\n",
       "    name:         SalishSeaCast daily salinity_test_20210101_20220101\n",
       "    description:  Daily extracted from SalishSeaCast v201905 hindcast\n",
       "    history:      2022-11-12 14:34 -08:00: Generated by `reshapr extract /oce...\n",
       "    Conventions:  CF-1.6</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-9387918e-c5fe-4ed4-b8cb-df3c1454b080' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-9387918e-c5fe-4ed4-b8cb-df3c1454b080' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 366</li><li><span class='xr-has-index'>depth</span>: 1</li><li><span class='xr-has-index'>gridY</span>: 898</li><li><span class='xr-has-index'>gridX</span>: 398</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-cc192940-50a5-42cf-aa1a-93f0e1dea2ca' class='xr-section-summary-in' type='checkbox'  checked><label for='section-cc192940-50a5-42cf-aa1a-93f0e1dea2ca' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-01-01T12:00:00 ... 2022-01-...</div><input id='attrs-6801b0b9-e71d-4f14-b6bc-55bff25cdbb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6801b0b9-e71d-4f14-b6bc-55bff25cdbb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f0fdd55-111f-4012-8217-6c590049dd4a' class='xr-var-data-in' type='checkbox'><label for='data-3f0fdd55-111f-4012-8217-6c590049dd4a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>Time Axis</dd><dt><span>time_origin :</span></dt><dd>2007-01-01 12:00:00</dd><dt><span>comment :</span></dt><dd>time values are UTC at the centre of the intervals over which the calculated model results are averaged; e.g. the field average values for 8 February 2022 have a time value of 2022-02-08 12:00:00Z</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-01-01T12:00:00.000000000&#x27;, &#x27;2021-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2021-01-03T12:00:00.000000000&#x27;, ..., &#x27;2021-12-30T12:00:00.000000000&#x27;,\n",
       "       &#x27;2021-12-31T12:00:00.000000000&#x27;, &#x27;2022-01-01T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>76.59</div><input id='attrs-fd5159de-c128-4aa2-b8ed-7f596d3db63a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fd5159de-c128-4aa2-b8ed-7f596d3db63a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-06b9a429-fbed-4994-b847-b37c8545ae2f' class='xr-var-data-in' type='checkbox'><label for='data-06b9a429-fbed-4994-b847-b37c8545ae2f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>sea_floor_depth</dd><dt><span>long_name :</span></dt><dd>Sea Floor Depth</dd><dt><span>units :</span></dt><dd>metres</dd><dt><span>positive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([76.58559], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gridY</span></div><div class='xr-var-dims'>(gridY)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 893 894 895 896 897</div><input id='attrs-df36bdb5-80d9-427a-918f-d6581de1ddea' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-df36bdb5-80d9-427a-918f-d6581de1ddea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9d5fc407-33e8-4014-850b-05b048201bf9' class='xr-var-data-in' type='checkbox'><label for='data-9d5fc407-33e8-4014-850b-05b048201bf9' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>y</dd><dt><span>long_name :</span></dt><dd>Grid Y</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>comment :</span></dt><dd>gridY values are grid indices in the model y-direction</dd></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 895, 896, 897])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gridX</span></div><div class='xr-var-dims'>(gridX)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 393 394 395 396 397</div><input id='attrs-b936666f-fa30-4662-ab8d-2f34706ccfd9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b936666f-fa30-4662-ab8d-2f34706ccfd9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8806ca8a-c170-4dc2-827a-2b930ca8380a' class='xr-var-data-in' type='checkbox'><label for='data-8806ca8a-c170-4dc2-827a-2b930ca8380a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>x</dd><dt><span>long_name :</span></dt><dd>Grid X</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>comment :</span></dt><dd>gridX values are grid indices in the model x-direction</dd></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 395, 396, 397])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-243304d7-4613-47ca-8dd0-fc86b436a862' class='xr-section-summary-in' type='checkbox'  checked><label for='section-243304d7-4613-47ca-8dd0-fc86b436a862' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>vosaline</span></div><div class='xr-var-dims'>(time, depth, gridY, gridX)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-b5b60b39-5598-4367-8bdd-b9947d151176' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b5b60b39-5598-4367-8bdd-b9947d151176' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d0fc33ee-2bfe-4510-b3d4-9379a4ecbe86' class='xr-var-data-in' type='checkbox'><label for='data-d0fc33ee-2bfe-4510-b3d4-9379a4ecbe86' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>sea_water_reference_salinity</dd><dt><span>long_name :</span></dt><dd>salinity</dd><dt><span>units :</span></dt><dd>g kg-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[nan, ..., nan],\n",
       "         ...,\n",
       "         [nan, ..., nan]]],\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "       [[[nan, ..., nan],\n",
       "         ...,\n",
       "         [nan, ..., nan]]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-5558c6bb-90d2-4251-b928-e62d3acebd3e' class='xr-section-summary-in' type='checkbox'  ><label for='section-5558c6bb-90d2-4251-b928-e62d3acebd3e' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b177edcf-ee1f-4741-af0c-e3ed517753c2' class='xr-index-data-in' type='checkbox'/><label for='index-b177edcf-ee1f-4741-af0c-e3ed517753c2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2021-01-01 12:00:00&#x27;, &#x27;2021-01-02 12:00:00&#x27;,\n",
       "               &#x27;2021-01-03 12:00:00&#x27;, &#x27;2021-01-04 12:00:00&#x27;,\n",
       "               &#x27;2021-01-05 12:00:00&#x27;, &#x27;2021-01-06 12:00:00&#x27;,\n",
       "               &#x27;2021-01-07 12:00:00&#x27;, &#x27;2021-01-08 12:00:00&#x27;,\n",
       "               &#x27;2021-01-09 12:00:00&#x27;, &#x27;2021-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2021-12-23 12:00:00&#x27;, &#x27;2021-12-24 12:00:00&#x27;,\n",
       "               &#x27;2021-12-25 12:00:00&#x27;, &#x27;2021-12-26 12:00:00&#x27;,\n",
       "               &#x27;2021-12-27 12:00:00&#x27;, &#x27;2021-12-28 12:00:00&#x27;,\n",
       "               &#x27;2021-12-29 12:00:00&#x27;, &#x27;2021-12-30 12:00:00&#x27;,\n",
       "               &#x27;2021-12-31 12:00:00&#x27;, &#x27;2022-01-01 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=366, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>depth</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-cf2937c7-c4ee-44f0-b9c7-32f1fa5fcd11' class='xr-index-data-in' type='checkbox'/><label for='index-cf2937c7-c4ee-44f0-b9c7-32f1fa5fcd11' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([76.58558654785156], dtype=&#x27;float64&#x27;, name=&#x27;depth&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gridY</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-8272c02c-0635-4915-b62b-1b3e5e9b15c8' class='xr-index-data-in' type='checkbox'/><label for='index-8272c02c-0635-4915-b62b-1b3e5e9b15c8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "            ...\n",
       "            888, 889, 890, 891, 892, 893, 894, 895, 896, 897],\n",
       "           dtype=&#x27;int64&#x27;, name=&#x27;gridY&#x27;, length=898))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gridX</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a85c6662-57b1-47a1-8667-6c37a2448863' class='xr-index-data-in' type='checkbox'/><label for='index-a85c6662-57b1-47a1-8667-6c37a2448863' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "            ...\n",
       "            388, 389, 390, 391, 392, 393, 394, 395, 396, 397],\n",
       "           dtype=&#x27;int64&#x27;, name=&#x27;gridX&#x27;, length=398))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a77d0e71-2451-4e1d-aa02-1c5d0d7184c5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-a77d0e71-2451-4e1d-aa02-1c5d0d7184c5' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>name :</span></dt><dd>SalishSeaCast daily salinity_test_20210101_20220101</dd><dt><span>description :</span></dt><dd>Daily extracted from SalishSeaCast v201905 hindcast</dd><dt><span>history :</span></dt><dd>2022-11-12 14:34 -08:00: Generated by `reshapr extract /ocean/cstang/MOAD/analysis-camryn/notebooks/reshapr_EOSC510_full.yaml`</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:   (time: 366, depth: 1, gridY: 898, gridX: 398)\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 2021-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * depth     (depth) float32 76.59\n",
       "  * gridY     (gridY) int64 0 1 2 3 4 5 6 7 ... 890 891 892 893 894 895 896 897\n",
       "  * gridX     (gridX) int64 0 1 2 3 4 5 6 7 ... 390 391 392 393 394 395 396 397\n",
       "Data variables:\n",
       "    vosaline  (time, depth, gridY, gridX) float32 nan nan nan ... nan nan nan\n",
       "Attributes:\n",
       "    name:         SalishSeaCast daily salinity_test_20210101_20220101\n",
       "    description:  Daily extracted from SalishSeaCast v201905 hindcast\n",
       "    history:      2022-11-12 14:34 -08:00: Generated by `reshapr extract /oce...\n",
       "    Conventions:  CF-1.6"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Import dataset\n",
    "\n",
    "phys = xr.open_dataset('/ocean/cstang/SalishSeaCast daily salinity_test_20210101_20220101.nc')\n",
    "\n",
    "data = np.array(phys.vosaline)\n",
    "t1 = np.array(data[0][0])\n",
    "t2 = data[1][0]\n",
    "avgt = np.zeros_like(t1)\n",
    "print(avgt)\n",
    "\n",
    "phys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5fa53733-9019-4000-830f-cea976790c04",
   "metadata": {},
   "outputs": [
    {
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       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:   (time: 366, depth: 1, gridY: 898, gridX: 398)\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 2021-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * depth     (depth) float32 76.59\n",
       "  * gridY     (gridY) int64 0 1 2 3 4 5 6 7 ... 890 891 892 893 894 895 896 897\n",
       "  * gridX     (gridX) int64 0 1 2 3 4 5 6 7 ... 390 391 392 393 394 395 396 397\n",
       "Data variables:\n",
       "    vosaline  (time, depth, gridY, gridX) float32 nan nan nan ... nan nan nan\n",
       "Attributes:\n",
       "    name:         SalishSeaCast daily salinity_test_20210101_20220101\n",
       "    description:  Daily extracted from SalishSeaCast v201905 hindcast\n",
       "    history:      2022-11-12 14:34 -08:00: Generated by `reshapr extract /oce...\n",
       "    Conventions:  CF-1.6</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-0698debc-41ab-4b69-894b-bbb7c8900a27' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-0698debc-41ab-4b69-894b-bbb7c8900a27' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 366</li><li><span class='xr-has-index'>depth</span>: 1</li><li><span class='xr-has-index'>gridY</span>: 898</li><li><span class='xr-has-index'>gridX</span>: 398</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-add45630-a24b-474b-b986-1afc34dc456b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-add45630-a24b-474b-b986-1afc34dc456b' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2021-01-01T12:00:00 ... 2022-01-...</div><input id='attrs-8813619a-18bf-4a63-a530-6caa5420e644' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8813619a-18bf-4a63-a530-6caa5420e644' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3a7baa1c-1a54-442f-9e41-0a7190e8d3de' class='xr-var-data-in' type='checkbox'><label for='data-3a7baa1c-1a54-442f-9e41-0a7190e8d3de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>time</dd><dt><span>long_name :</span></dt><dd>Time Axis</dd><dt><span>time_origin :</span></dt><dd>2007-01-01 12:00:00</dd><dt><span>comment :</span></dt><dd>time values are UTC at the centre of the intervals over which the calculated model results are averaged; e.g. the field average values for 8 February 2022 have a time value of 2022-02-08 12:00:00Z</dd></dl></div><div class='xr-var-data'><pre>array([&#x27;2021-01-01T12:00:00.000000000&#x27;, &#x27;2021-01-02T12:00:00.000000000&#x27;,\n",
       "       &#x27;2021-01-03T12:00:00.000000000&#x27;, ..., &#x27;2021-12-30T12:00:00.000000000&#x27;,\n",
       "       &#x27;2021-12-31T12:00:00.000000000&#x27;, &#x27;2022-01-01T12:00:00.000000000&#x27;],\n",
       "      dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>depth</span></div><div class='xr-var-dims'>(depth)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>76.59</div><input id='attrs-952fbf7b-f1df-4aaf-855b-398ea7ec17e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-952fbf7b-f1df-4aaf-855b-398ea7ec17e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce09a568-419f-432d-a767-ae7b27ff01ae' class='xr-var-data-in' type='checkbox'><label for='data-ce09a568-419f-432d-a767-ae7b27ff01ae' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>sea_floor_depth</dd><dt><span>long_name :</span></dt><dd>Sea Floor Depth</dd><dt><span>units :</span></dt><dd>metres</dd><dt><span>positive :</span></dt><dd>down</dd></dl></div><div class='xr-var-data'><pre>array([76.58559], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gridY</span></div><div class='xr-var-dims'>(gridY)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 893 894 895 896 897</div><input id='attrs-e9fdcc60-7308-4906-a4ed-50dcb8fbdb2d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e9fdcc60-7308-4906-a4ed-50dcb8fbdb2d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fc42a2e3-fa8a-47d7-9988-02d591d58e7a' class='xr-var-data-in' type='checkbox'><label for='data-fc42a2e3-fa8a-47d7-9988-02d591d58e7a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>y</dd><dt><span>long_name :</span></dt><dd>Grid Y</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>comment :</span></dt><dd>gridY values are grid indices in the model y-direction</dd></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 895, 896, 897])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>gridX</span></div><div class='xr-var-dims'>(gridX)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>0 1 2 3 4 5 ... 393 394 395 396 397</div><input id='attrs-be3c2f30-8c73-4b86-80cb-30ccf03f92c1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-be3c2f30-8c73-4b86-80cb-30ccf03f92c1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b7baf257-710f-4602-8ecf-ef3eaacf4dd6' class='xr-var-data-in' type='checkbox'><label for='data-b7baf257-710f-4602-8ecf-ef3eaacf4dd6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>x</dd><dt><span>long_name :</span></dt><dd>Grid X</dd><dt><span>units :</span></dt><dd>count</dd><dt><span>comment :</span></dt><dd>gridX values are grid indices in the model x-direction</dd></dl></div><div class='xr-var-data'><pre>array([  0,   1,   2, ..., 395, 396, 397])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-313ca9c4-3e40-4acc-97c0-8db2f1498c1a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-313ca9c4-3e40-4acc-97c0-8db2f1498c1a' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>vosaline</span></div><div class='xr-var-dims'>(time, depth, gridY, gridX)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-0d1a1f57-cbec-45f7-bb25-748b48ac6925' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0d1a1f57-cbec-45f7-bb25-748b48ac6925' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-bc6b99b9-c734-4ec3-87c0-23dfb610d24d' class='xr-var-data-in' type='checkbox'><label for='data-bc6b99b9-c734-4ec3-87c0-23dfb610d24d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>standard_name :</span></dt><dd>sea_water_reference_salinity</dd><dt><span>long_name :</span></dt><dd>salinity</dd><dt><span>units :</span></dt><dd>g kg-1</dd></dl></div><div class='xr-var-data'><pre>array([[[[nan, ..., nan],\n",
       "         ...,\n",
       "         [nan, ..., nan]]],\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "       [[[nan, ..., nan],\n",
       "         ...,\n",
       "         [nan, ..., nan]]]], dtype=float32)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c4adddde-6b20-41b9-8cb7-9ac3ac158cd7' class='xr-section-summary-in' type='checkbox'  ><label for='section-c4adddde-6b20-41b9-8cb7-9ac3ac158cd7' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-aa23b4b8-11d2-4db0-9ab8-7eb68ddf52b1' class='xr-index-data-in' type='checkbox'/><label for='index-aa23b4b8-11d2-4db0-9ab8-7eb68ddf52b1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2021-01-01 12:00:00&#x27;, &#x27;2021-01-02 12:00:00&#x27;,\n",
       "               &#x27;2021-01-03 12:00:00&#x27;, &#x27;2021-01-04 12:00:00&#x27;,\n",
       "               &#x27;2021-01-05 12:00:00&#x27;, &#x27;2021-01-06 12:00:00&#x27;,\n",
       "               &#x27;2021-01-07 12:00:00&#x27;, &#x27;2021-01-08 12:00:00&#x27;,\n",
       "               &#x27;2021-01-09 12:00:00&#x27;, &#x27;2021-01-10 12:00:00&#x27;,\n",
       "               ...\n",
       "               &#x27;2021-12-23 12:00:00&#x27;, &#x27;2021-12-24 12:00:00&#x27;,\n",
       "               &#x27;2021-12-25 12:00:00&#x27;, &#x27;2021-12-26 12:00:00&#x27;,\n",
       "               &#x27;2021-12-27 12:00:00&#x27;, &#x27;2021-12-28 12:00:00&#x27;,\n",
       "               &#x27;2021-12-29 12:00:00&#x27;, &#x27;2021-12-30 12:00:00&#x27;,\n",
       "               &#x27;2021-12-31 12:00:00&#x27;, &#x27;2022-01-01 12:00:00&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=366, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>depth</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-419c9a6a-a485-4b2e-aba4-1f6547263c60' class='xr-index-data-in' type='checkbox'/><label for='index-419c9a6a-a485-4b2e-aba4-1f6547263c60' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([76.58558654785156], dtype=&#x27;float64&#x27;, name=&#x27;depth&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gridY</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-f829d0b1-b9e0-4ddf-8030-12db5deea160' class='xr-index-data-in' type='checkbox'/><label for='index-f829d0b1-b9e0-4ddf-8030-12db5deea160' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "            ...\n",
       "            888, 889, 890, 891, 892, 893, 894, 895, 896, 897],\n",
       "           dtype=&#x27;int64&#x27;, name=&#x27;gridY&#x27;, length=898))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>gridX</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-928e0f96-cc91-4849-857a-6b30df7774c7' class='xr-index-data-in' type='checkbox'/><label for='index-928e0f96-cc91-4849-857a-6b30df7774c7' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,\n",
       "            ...\n",
       "            388, 389, 390, 391, 392, 393, 394, 395, 396, 397],\n",
       "           dtype=&#x27;int64&#x27;, name=&#x27;gridX&#x27;, length=398))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f5469253-b3f8-45f8-96aa-4c46bb25247b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f5469253-b3f8-45f8-96aa-4c46bb25247b' class='xr-section-summary' >Attributes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>name :</span></dt><dd>SalishSeaCast daily salinity_test_20210101_20220101</dd><dt><span>description :</span></dt><dd>Daily extracted from SalishSeaCast v201905 hindcast</dd><dt><span>history :</span></dt><dd>2022-11-12 14:34 -08:00: Generated by `reshapr extract /ocean/cstang/MOAD/analysis-camryn/notebooks/reshapr_EOSC510_full.yaml`</dd><dt><span>Conventions :</span></dt><dd>CF-1.6</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:   (time: 366, depth: 1, gridY: 898, gridX: 398)\n",
       "Coordinates:\n",
       "  * time      (time) datetime64[ns] 2021-01-01T12:00:00 ... 2022-01-01T12:00:00\n",
       "  * depth     (depth) float32 76.59\n",
       "  * gridY     (gridY) int64 0 1 2 3 4 5 6 7 ... 890 891 892 893 894 895 896 897\n",
       "  * gridX     (gridX) int64 0 1 2 3 4 5 6 7 ... 390 391 392 393 394 395 396 397\n",
       "Data variables:\n",
       "    vosaline  (time, depth, gridY, gridX) float32 nan nan nan ... nan nan nan\n",
       "Attributes:\n",
       "    name:         SalishSeaCast daily salinity_test_20210101_20220101\n",
       "    description:  Daily extracted from SalishSeaCast v201905 hindcast\n",
       "    history:      2022-11-12 14:34 -08:00: Generated by `reshapr extract /oce...\n",
       "    Conventions:  CF-1.6"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phys.vosaline[0, 0].plot();\n",
    "phys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "81c1b0e2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(366, 898, 398)\n"
     ]
    }
   ],
   "source": [
    "#Importing data and getting rid of the 4th dimension (which is just 1 depth)\n",
    "\n",
    "data = Dataset('/ocean/cstang/SalishSeaCast daily salinity_test_20210101_20220101.nc')\n",
    "Salinity = data.variables['vosaline']\n",
    "Sal_dep = Salinity[:,0,:,:]\n",
    "print(Sal_dep.shape)\n",
    "\n",
    "# open the mesh mask and use it to mask the land\n",
    "mesh = xr.open_dataset('/home/sallen/MEOPAR/grid/mesh_mask202108.nc')\n",
    "\n",
    "# the mask is 1 where there is water, we want the opposite.  The meshmask has an extra dimension, hence the [0]\n",
    "tmask = 1 - mesh.tmask[0]\n",
    "\n",
    "info = np.ma.masked_array(phys.vosaline[0, 0], mask=tmask[0])\n",
    "info2 = np.ma.masked_array(phys.vosaline[90, 0], mask=tmask[0])\n",
    "info3 = np.ma.masked_array(phys.vosaline[180, 0], mask=tmask[0])\n",
    "info4 = np.ma.masked_array(phys.vosaline[260, 0], mask=tmask[0])\n",
    "\n",
    "for i in range(len(info[:,0])):\n",
    "    for j in range(len(info[0,:])):\n",
    "        if info[i,j] == 0:\n",
    "            info[i,j] = np.nan\n",
    "        if info2[i,j] == 0:\n",
    "            info2[i,j] = np.nan\n",
    "        if info3[i,j] == 0:\n",
    "            info3[i,j] = np.nan\n",
    "        if info4[i,j] == 0:\n",
    "            info4[i,j] = np.nan\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c8838509",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sample raw data plot\n",
    "\n",
    "cmap = cm.balance\n",
    "cmap.set_bad('lightgray')\n",
    "fig, ax = plt.subplots(1, 1, figsize=(3, 6))\n",
    "salinity = np.ma.masked_array(phys.vosaline[1, 0], mask=tmask[0])\n",
    "colours = ax.pcolormesh(info, cmap=cmap)\n",
    "#ax.set_title('January 1st 2021')\n",
    "ax.set_ylabel('Latitude Gridpoints')\n",
    "ax.set_xlabel('Longitude Gridpoints')\n",
    "cb = fig.colorbar(colours, ax=ax)\n",
    "cb.set_label('Salinity (g/kg)')\n",
    "viz_tools.set_aspect(ax);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "21a7a71b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'September 18th 2021')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plot raw data for each season\n",
    "\n",
    "cmap = cm.haline\n",
    "cmap.set_bad('lightgray')\n",
    "fig, ax = plt.subplots(1, 4, figsize=(12, 6))\n",
    "salinity = np.ma.masked_array(phys.vosaline[1, 0], mask=tmask[0])\n",
    "colours = ax[0].pcolormesh(info, cmap=cmap)\n",
    "# cb = fig.colorbar(colours, ax=ax[0])\n",
    "# cb.set_label('Salinity (g/kg)')\n",
    "colours = ax[1].pcolormesh(info2, cmap=cmap)\n",
    "# cb = fig.colorbar(colours, ax=ax[1])\n",
    "# cb.set_label('Salinity (g/kg)')\n",
    "ax[0].set_title('January 1st 2021')\n",
    "colours = ax[2].pcolormesh(info3, cmap=cmap)\n",
    "# cb = fig.colorbar(colours, ax=ax[2])\n",
    "# cb.set_label('Salinity (g/kg)')\n",
    "colours = ax[3].pcolormesh(info4, cmap=cmap)\n",
    "cb = fig.colorbar(colours, ax=ax[3])\n",
    "cb.set_label('Salinity (g/kg)')\n",
    "#viz_tools.set_aspect(ax);\n",
    "ax[1].set_title('April 1st 2021')\n",
    "ax[2].set_title('June 30th 2021')\n",
    "ax[3].set_title('September 18th 2021')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9cfe98d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " ...\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]\n",
      " [0. 0. 0. ... 0. 0. 0.]]\n"
     ]
    }
   ],
   "source": [
    "#Making the 2D array but getting rid of the nan's\n",
    "#y-data now only includes the datapoints that aren't nan (182442 vs. ~357000)\n",
    "\n",
    "Sal_dep.shape\n",
    "sal_70 = np.ones((365,182442))\n",
    "# count = 0\n",
    "\n",
    "for ii in range(Sal_dep.shape[0]-1):\n",
    "    sal_70[ii,:] = Sal_dep[ii,:,:][~np.isnan(Sal_dep[ii,:,:])]\n",
    "   \n",
    "\n",
    "print(sal_70) \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a98993c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(52740,)\n",
      "(182442,)\n"
     ]
    }
   ],
   "source": [
    "#Messing around\n",
    "\n",
    "ll = 100\n",
    "\n",
    "print(np.where(sal_70[ll,:][sal_70[ll,:]!=0])[0].shape)\n",
    "print(sal_70[ll,:].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "bb498641",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(365, 52740)\n",
      "(array([  0,   0,   0, ..., 365, 365, 365]), array([  1,   1,   1, ..., 896, 896, 896]), array([140, 141, 142, ...,  54,  55, 174]))\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#Removing all the 0's from dataset\n",
    "\n",
    "test = np.array(Sal_dep)\n",
    "test[np.isnan(test)] = 0\n",
    "#print(test)\n",
    "sal_701 = np.ones((365,52740))\n",
    "# count = 0\n",
    "\n",
    "for ii in range(Sal_dep.shape[0]-1):\n",
    "    sal_701[ii,:] = test[ii,:][test[ii,:]!=0]\n",
    "   \n",
    "sal_70 = sal_701\n",
    "print(sal_701.shape) \n",
    "\n",
    "print(np.where(test!=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e7147753",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19250100,)\n",
      "(10, 52740)\n"
     ]
    }
   ],
   "source": [
    "#Running PCA on 77m in 2021 data \n",
    "\n",
    "pca_input_S = sal_70\n",
    "print(sal_70[sal_70!=0].shape)\n",
    "n_modes_S = 10\n",
    "pca_S = PCA(n_components = n_modes_S)\n",
    "PCs_S = pca_S.fit_transform(pca_input_S)\n",
    "eigvecs_S = pca_S.components_\n",
    "fracVar_S = pca_S.explained_variance_ratio_\n",
    "print(eigvecs_S.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6acb59f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot fraction of variance explained by each mode\n",
    "n_modes_show = 5\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "\n",
    "plt.subplot(1,2,1)\n",
    "plt.scatter(range(len(fracVar_S)),fracVar_S)\n",
    "plt.xlabel('Mode Number')\n",
    "plt.ylabel('Fraction Variance Explained')\n",
    "plt.title('Variance Explained by All Modes')\n",
    "\n",
    "plt.subplot(1,2,2)\n",
    "n_modes_show = 10\n",
    "plt.scatter(range(n_modes_S),fracVar_S[:n_modes_S])\n",
    "plt.xlabel('Mode Number')\n",
    "plt.ylabel('Fraction Variance Explained')\n",
    "plt.title('Variance Explained by First ' + str(n_modes_show) + ' Modes')\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "11ce62a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot for report\n",
    "\n",
    "n_modes_show = 5\n",
    "\n",
    "plt.figure(figsize=(5,4))\n",
    "\n",
    "n_modes_show = 10\n",
    "plt.scatter(range(n_modes_S),fracVar_S[:n_modes_S])\n",
    "plt.xlabel('Mode Number')\n",
    "plt.ylabel('Fraction of Variance Explained')\n",
    "#plt.title('Variance Explained by First ' + str(n_modes_show) + ' Modes')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3a4481b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[nan nan nan ... nan nan nan]\n",
      " [nan nan nan ... nan nan nan]\n",
      " [nan nan nan ... nan nan nan]\n",
      " ...\n",
      " [nan nan nan ... nan nan nan]\n",
      " [nan nan nan ... nan nan nan]\n",
      " [nan nan nan ... nan nan nan]]\n",
      "[0.73099126 0.16831733 0.0314148  0.01613842 0.00804031 0.0053164\n",
      " 0.00461013 0.00388383 0.00280233 0.00225884]\n",
      "0.8993085902835514\n"
     ]
    }
   ],
   "source": [
    "#Print fraction of variance\n",
    "\n",
    "arr = np.zeros((898,398))*np.nan\n",
    "print(arr)\n",
    "print(fracVar_S)\n",
    "print(sum(fracVar_S[0:2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c2a703e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(10, 52740)\n",
      "(52740,)\n",
      "(52740,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Set 0's back to nan for plotting\n",
    "eigvecs_S[eigvecs_S==0] = np.nan\n",
    "\n",
    "n = 3\n",
    "T_extent=[0,398,0,898]\n",
    "\n",
    "#plot the first 3 modes\n",
    "fig,ax = plt.subplots(3,2,figsize=(20,10))\n",
    "print(eigvecs_S.shape)\n",
    "hh = np.where(~np.isnan(Sal_dep[0,:,:]))\n",
    "hh = np.where(test[0,:,:] !=0) #Will be the same for each day\n",
    "rr = hh[0]\n",
    "cc = hh[1]\n",
    "print(rr.shape)\n",
    "print(cc.shape)\n",
    "label = ['a)','b)','c)']\n",
    "\n",
    "for kk in range(n):\n",
    "    cmap = cm.balance\n",
    "    cmap.set_bad('lightgray')\n",
    "    plt.subplot(n,2,kk*2+1)\n",
    "    arr = np.zeros((898,398))*np.nan\n",
    "    for ii in range(52470):\n",
    "        arr[rr[ii],cc[ii]] = eigvecs_S[kk,ii]\n",
    "    cb = ax[kk,0].imshow(np.flipud(arr),extent=T_extent,cmap = cmap,aspect='auto')\n",
    "    plt.colorbar(cb)\n",
    "    cb.set_label('Salinity Anomaly')\n",
    "    viz_tools.set_aspect(ax[kk,0]);\n",
    "    ax[kk,0].text(-175, 1000, label[kk],fontsize=16, fontweight='normal', va='top', ha='right')\n",
    "    ax[kk,0].set_xlabel('Longitude Gridpoints')\n",
    "    ax[kk,0].set_ylabel('Latitude Gridpoints')\n",
    "    \n",
    "    plt.subplot(n,2,(kk+1)*2)\n",
    "    ax[kk,1].plot(PCs_S[:,kk])\n",
    "    #plt.title('PCs of Mode #' + str(kk+1))\n",
    "    ax[kk,1].set_xlabel('Time (days)')\n",
    "    ax[kk,1].set_ylabel('PCs')\n",
    "    \n",
    "    plt.tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "71304794",
   "metadata": {},
   "outputs": [],
   "source": [
    "%run som_class.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7ce90e65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(365, 52740)\n",
      "(365, 52740)\n"
     ]
    }
   ],
   "source": [
    "#run SOM \n",
    "\n",
    "#make and train the self-organizing map\n",
    "\n",
    "N = len(sal_70) #number of observations to use as input to SOM\n",
    "obs = np.array(sal_70)[-N:]\n",
    "print(obs.shape)\n",
    "print(sal_70.shape)\n",
    "\n",
    "\n",
    "# here is for 2x2 SOM (Nx=2, Ny=2):\n",
    "Nx = 2\n",
    "Ny = 2\n",
    "N_nodes = Nx*Ny # number of nodes in SOM\n",
    "N_obs = np.shape(obs)[0] #number of observations \n",
    "N_dims = np.shape(obs)[1] #number of dimensions per observation\n",
    "learning_rate = 1e-2\n",
    "N_epochs = 100\n",
    "colours_list = 'pink_blue_red_purple'\n",
    "colours_list = 'pinks'\n",
    "colours_list = 'default2'\n",
    "\n",
    "#initialize\n",
    "som = SOM(Nx, Ny, obs, N_epochs, linewidth = 4, colours_list = colours_list)\n",
    "som.initialize_map(node_shape = 'rect')\n",
    "\n",
    "#train\n",
    "som.train_map(learning_rate)\n",
    "z = som.z #this is the pattern of each BMU\n",
    "z_epochs = som.z_epochs #this is the pattern of each BMU through training (each epoch)\n",
    "bmus = BMUs(som) #bmu of each observation\n",
    "freq = BMU_frequency(som) #frequency of each bmu\n",
    "_,bmus_colours = colourmap_2D(colours_list = colours_list, Nx = Nx, Ny = Ny) #colours of each bmu, for plotting\n",
    "QE = som.QE() #quantization error of map\n",
    "TE = som.TE() #topographic error of map\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "769c2147",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 52740)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "QE, TE\n",
    "z.shape\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3af63b6f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 AxesSubplot(0.125,0.11;0.168478x0.77)\n",
      "1 AxesSubplot(0.327174,0.11;0.168478x0.77)\n",
      "2 AxesSubplot(0.529348,0.11;0.168478x0.77)\n",
      "3 AxesSubplot(0.731522,0.11;0.168478x0.77)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#visualize BMU patterns as images\n",
    "z[z==0] = np.nan\n",
    "hh = np.where(~np.isnan(Sal_dep[0,:,:]))\n",
    "\n",
    "indices = np.arange(N_nodes).reshape(Nx,Ny).T.flatten()\n",
    "_,bmus_colours = colourmap_2D(colours_list = som.colours_list, Nx = Nx, Ny = Ny)\n",
    "\n",
    "fig, axes = plt.subplots(nrows = 1, ncols = Nx*Ny, figsize = (4*Ny, 4))\n",
    "\n",
    "vmin = np.min(z)\n",
    "vmax = np.max(z)\n",
    "label = ['A)','B)','C)','D)']\n",
    "\n",
    "for kk, ax in enumerate(axes.flatten()): #for each axis (subplot)\n",
    "    cmap = cm.balance\n",
    "    cmap.set_bad('lightgray')\n",
    "    print(kk,ax)\n",
    "    arr = np.zeros((898,398))*np.nan\n",
    "    for ii in range(52470):\n",
    "        arr[rr[ii],cc[ii]] = z[kk,ii]\n",
    "    var = np.flipud(arr)\n",
    "    cb = ax.imshow(var, cmap = cmap, aspect = 'auto', vmin = vmin, vmax = vmax)\n",
    "    ax.set_title('Node ' + str(indices[kk]+1) + '\\nFreq = ' + str(np.round(BMU_frequency(som)[indices[kk]], decimals = 2)), fontsize = 10)\n",
    "    ax.set_xlabel('Longitude Gridpoints', fontsize = 10)\n",
    "    ax.set_ylabel('Latitude Gridpoints', fontsize = 10)\n",
    "    ax.tick_params(labelbottom=False, labelleft=False)\n",
    "    viz_tools.set_aspect(axes[kk]);\n",
    "plt.colorbar(cb,shrink = 1,label='Salinity (g/kg)')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5e2a7c64",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.6 ('analysis-camryn')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "45037fb5df905fe0ec215a1f079d5355b535b26f32fb585b4920c91cfb7d4d84"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}